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AWS Bedrock Guide

A reference skill with CLI and boto3 patterns for invoking Bedrock foundation models, streaming, embeddings and RAG.

Dev & CodingIntermediate★ 1,146⑂ 445AI score 9/10Last updated: Aug 10, 2026

What it does

Gives Claude a practical reference for working with Amazon Bedrock:

  • Foundation model overview (Claude, Titan, Llama, Mistral, Stable Diffusion) and model-access requirements
  • Comparison of On-Demand, Provisioned Throughput and Batch inference
  • boto3 snippets for model invocation, streaming responses, embeddings and multi-turn conversations
  • CLI tables for Bedrock control plane, runtime and agent runtime (retrieve / retrieve-and-generate)
  • Cost, performance and security best practices plus a least-privilege IAM policy
  • Troubleshooting for AccessDenied, ModelNotReady, Throttling and Validation errors

Who it's for

  • Backend/ML engineers building generative AI apps on AWS
  • Teams standing up internal chatbots or RAG pipelines on Bedrock
  • Cloud engineers debugging Bedrock permissions and quotas

Examples

  1. "Write a Python function that streams Claude output from Bedrock" → generator code using invoke_model_with_response_stream
  2. "Embed my docs with Titan" → amazon.titan-embed-text-v2:0 call with dimensions and normalize options
  3. "I keep getting AccessDeniedException" → model access check plus iam simulate-principal-policy diagnosis

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/itsmostafa/aws-agent-skills/HEAD/skills/bedrock/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

↓ If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
↓ Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the skills/bedrock folder from the GitHub repo itsmostafa/aws-agent-skills into my ~/.claude/skills/bedrock/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/itsmostafa/aws-agent-skills.git && mkdir -p ~/.claude/skills && cp -r aws-agent-skills/skills/bedrock ~/.claude/skills/

⚠ This is a third-party skill. Check the source repository before installing.

  1. Open a terminal.
  2. Clone the repo: git clone https://github.com/itsmostafa/aws-agent-skills.git
  3. Create the skills folder: mkdir -p ~/.claude/skills
  4. Copy the skill: cp -r aws-agent-skills/skills/bedrock ~/.claude/skills/
  5. Restart Claude Code and ask something like "help me invoke a Bedrock model" to trigger the skill.
  6. For real runs you also need the AWS CLI installed, credentials via aws configure, and model access approved in the Bedrock console.
View source on GitHub ↗License: MIT